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from smolagents import CodeAgent,DuckDuckGoSearchTool, HfApiModel,load_tool,tool | |
import datetime | |
import requests | |
import pytz | |
import yaml | |
import requests | |
import logging | |
from typing import Optional, Dict, Any | |
from tools.final_answer import FinalAnswerTool # Adjust if FinalAnswerTool is defined elsewhere | |
from Gradio_UI import GradioUI | |
logger = logging.getLogger(__name__) | |
logger.setLevel(logging.DEBUG) | |
# Below is an example of a tool that does nothing. Amaze us with your creativity ! | |
def my_custom_tool(arg1:str, arg2:int)-> str: #it's import to specify the return type | |
#Keep this format for the description / args / args description but feel free to modify the tool | |
"""A tool that does nothing yet | |
Args: | |
arg1: the first argument | |
arg2: the second argument | |
""" | |
return "What magic will you build ?" | |
def get_current_time_in_timezone(timezone: str) -> str: | |
"""A tool that fetches the current local time in a specified timezone. | |
Args: | |
timezone: A string representing a valid timezone (e.g., 'America/New_York'). | |
""" | |
try: | |
# Create timezone object | |
tz = pytz.timezone(timezone) | |
# Get current time in that timezone | |
local_time = datetime.datetime.now(tz).strftime("%Y-%m-%d %H:%M:%S") | |
return f"The current local time in {timezone} is: {local_time}" | |
except Exception as e: | |
return f"Error fetching time for timezone '{timezone}': {str(e)}" | |
final_answer = FinalAnswerTool() | |
def get_current_stock_price(ticker_symbol: str) -> Optional[Dict[str, Any]]: | |
""" | |
Get the latest stock price for the given ticker symbol by querying Yahoo Finance directly, | |
then calculate the price change over the last 5 days (percentage and absolute). | |
Args: | |
ticker_symbol: The stock ticker symbol to fetch the price for. | |
Returns: | |
A dict with: | |
- "price" : current closing price (float) | |
- "price_change" : absolute change over 5 days (float) | |
- "price_change_percent" : percent change over 5 days (float) | |
If there's an error, returns a dict containing an "error" key. | |
""" | |
url = f"https://query1.finance.yahoo.com/v8/finance/chart/{ticker_symbol}" | |
params = { | |
"range": "5d", | |
"interval": "1d", | |
} | |
# Send a common browser user-agent to reduce 429 rate‐limit responses | |
headers = { | |
"User-Agent": ( | |
"Mozilla/5.0 (Windows NT 10.0; Win64; x64) " | |
"AppleWebKit/537.36 (KHTML, like Gecko) " | |
"Chrome/115.0.0.0 Safari/537.36" | |
) | |
} | |
try: | |
resp = requests.get(url, params=params, headers=headers, timeout=10) | |
# If rate‐limited, return a clear error | |
if resp.status_code == 429: | |
return { | |
"error": ( | |
f"Rate limited by Yahoo Finance (HTTP 429). " | |
"Please wait a minute and try again." | |
) | |
} | |
resp.raise_for_status() | |
data = resp.json() | |
chart = data.get("chart", {}) | |
if not chart or chart.get("error"): | |
return {"error": f"Yahoo Finance returned an error for {ticker_symbol}."} | |
result_list = chart.get("result", []) | |
if not result_list: | |
return {"error": f"No chart result found for {ticker_symbol}."} | |
quote_section = result_list[0].get("indicators", {}).get("quote", []) | |
if not quote_section: | |
return {"error": f"No quote information in chart for {ticker_symbol}."} | |
closes = [c for c in quote_section[0].get("close", []) if c is not None] | |
if len(closes) < 2: | |
return {"error": f"Not enough close‐price data for {ticker_symbol}."} | |
first_price = closes[0] | |
current_price = closes[-1] | |
price_change = current_price - first_price | |
price_change_percent = (price_change / first_price) * 100 if first_price != 0 else 0.0 | |
return { | |
"price": round(current_price, 2), | |
"price_change": round(price_change, 2), | |
"price_change_percent": round(price_change_percent, 2), | |
} | |
except requests.HTTPError as http_err: | |
logger.error(f"HTTP error while fetching {ticker_symbol} data: {http_err}") | |
return {"error": f"HTTPError fetching data for {ticker_symbol}: {http_err}"} | |
except requests.RequestException as req_err: | |
logger.error(f"Request exception for {ticker_symbol}: {req_err}") | |
return {"error": f"RequestException fetching data for {ticker_symbol}: {req_err}"} | |
except (KeyError, IndexError, ValueError) as parse_err: | |
logger.error(f"Parsing error for {ticker_symbol}: {parse_err}") | |
return {"error": f"Parsing error for {ticker_symbol}: {parse_err}"} | |
except Exception as e: | |
logger.error(f"Unexpected error fetching price for {ticker_symbol}: {e}") | |
return None | |
# Finally, SmolAgent’s final answer tool reference: | |
final_answer = FinalAnswerTool() | |
# If the agent does not answer, the model is overloaded, please use another model or the following Hugging Face Endpoint that also contains qwen2.5 coder: | |
# model_id='https://pflgm2locj2t89co.us-east-1.aws.endpoints.huggingface.cloud' | |
model = HfApiModel( | |
max_tokens=2096, | |
temperature=0.5, | |
model_id='Qwen/Qwen2.5-Coder-32B-Instruct',# it is possible that this model may be overloaded | |
custom_role_conversions=None, | |
) | |
# Import tool from Hub | |
image_generation_tool = load_tool("agents-course/text-to-image", trust_remote_code=True) | |
with open("prompts.yaml", 'r') as stream: | |
prompt_templates = yaml.safe_load(stream) | |
agent = CodeAgent( | |
model=model, | |
tools=[final_answer], ## add your tools here (don't remove final answer) | |
max_steps=6, | |
verbosity_level=1, | |
grammar=None, | |
planning_interval=None, | |
name=None, | |
description=None, | |
prompt_templates=prompt_templates | |
) | |
GradioUI(agent).launch() |